Topological Sort for Sentence Ordering
Shrimai Prabhumoye, Ruslan Salakhutdinov, Alan W. Black · 2020
Sentence ordering is the task of arranging the sentences of a given text in the correct order.Recent work using deep neural networks for this task has framed it as a sequence prediction problem.In this paper, we propose a new framing of this task as a constraint solving problem and introduce a new technique to solve it.Additionally, we propose a human evaluation for this task.The results on both automatic and human metrics across four different datasets show that this new technique is better at capturing coherence in documents.